Python-Workshop.md

@@ -294,7 +294,6 @@ Modern C++11 and newer provide the `std::transform` method. Combined with
 > using std::string;
 > using std::vector;
 > 
-> 
 > int main(int argc, char** argv)
 > {
 >     vector<string> some_terms {"Hello", "world", "with", "for", "while", "int"};
@@ -343,7 +342,7 @@ data structure.
 
 Python provides the `with` statement (construct). This allows the setup and
 teardown involved in using resources (e.g., files, sockets, and database
-connections) to handled elsewhere.
+connections) to be handled elsewhere.
 
 This has two main benefits:
 
@@ -404,7 +403,7 @@ operations*. [Python includes batteries](https://www.python.org/dev/peps/pep-020
 | Advanced command line arguments           | `import argparse`      |
 
 
-# Libraries & pip
+## Third-Party Libraries & pip
 
 When external libraries are required, the Python `pip` utility and a
 `requirements.txt` can be used for all dependency and configuration management.
@@ -444,7 +443,7 @@ The last line (i.e., `Point = Tuple[float, float]` is a type alias.
 
 *I am a stickler for type hints and function/method documentation. Anytime
 code is written... **it must be documented** at the API level. While Python
-type hints do no necessarily gain us a performance benefit, type hints
+type hints do not necessarily gain us a performance benefit, type hints
 increase readability. Type hints are an important part of documentation.*